Our new reformulation proposed in Eqn. REF  is motivated by the residual learning [1]}.
However, the proposed method applies the CNN directly on the input image, which allows the neural network to learn degradations and correct the degraded images iteratively.
The CNN structure in Eqn. REF  can be any neural networks, including the residual network [1]}.
